CN111386503B - 用于一个或多个机电系统的诊断和寿命预测的系统、方法和控制单元 - Google Patents

用于一个或多个机电系统的诊断和寿命预测的系统、方法和控制单元 Download PDF

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CN111386503B
CN111386503B CN201880077373.5A CN201880077373A CN111386503B CN 111386503 B CN111386503 B CN 111386503B CN 201880077373 A CN201880077373 A CN 201880077373A CN 111386503 B CN111386503 B CN 111386503B
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electromechanical
response
cluster
model
electromechanical system
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CN111386503A (zh
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V.汉德
S.奈尔
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Siemens AG
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Siemens AG
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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00Programme-control systems
    • G05B19/02Programme-control systems electric
    • G05B19/418Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
    • G05B19/41885Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by modeling, simulation of the manufacturing system
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0283Predictive maintenance, e.g. involving the monitoring of a system and, based on the monitoring results, taking decisions on the maintenance schedule of the monitored system; Estimating remaining useful life [RUL]
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F16ENGINEERING ELEMENTS AND UNITS; GENERAL MEASURES FOR PRODUCING AND MAINTAINING EFFECTIVE FUNCTIONING OF MACHINES OR INSTALLATIONS; THERMAL INSULATION IN GENERAL
    • F16CSHAFTS; FLEXIBLE SHAFTS; ELEMENTS OR CRANKSHAFT MECHANISMS; ROTARY BODIES OTHER THAN GEARING ELEMENTS; BEARINGS
    • F16C41/00Other accessories, e.g. devices integrated in the bearing not relating to the bearing function as such
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B17/00Systems involving the use of models or simulators of said systems
    • G05B17/02Systems involving the use of models or simulators of said systems electric
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0243Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model
    • G05B23/0254Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model based on a quantitative model, e.g. mathematical relationships between inputs and outputs; functions: observer, Kalman filter, residual calculation, Neural Networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0637Strategic management or analysis, e.g. setting a goal or target of an organisation; Planning actions based on goals; Analysis or evaluation of effectiveness of goals
    • G06Q10/06375Prediction of business process outcome or impact based on a proposed change
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/067Enterprise or organisation modelling
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/20Administration of product repair or maintenance
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F16ENGINEERING ELEMENTS AND UNITS; GENERAL MEASURES FOR PRODUCING AND MAINTAINING EFFECTIVE FUNCTIONING OF MACHINES OR INSTALLATIONS; THERMAL INSULATION IN GENERAL
    • F16CSHAFTS; FLEXIBLE SHAFTS; ELEMENTS OR CRANKSHAFT MECHANISMS; ROTARY BODIES OTHER THAN GEARING ELEMENTS; BEARINGS
    • F16C2233/00Monitoring condition, e.g. temperature, load, vibration
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/50Machine tool, machine tool null till machine tool work handling
    • G05B2219/50185Monitoring, detect failures, control of efficiency of machine, tool life

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  • Engineering & Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Human Resources & Organizations (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Strategic Management (AREA)
  • Economics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Quality & Reliability (AREA)
  • Automation & Control Theory (AREA)
  • Theoretical Computer Science (AREA)
  • General Business, Economics & Management (AREA)
  • Operations Research (AREA)
  • Marketing (AREA)
  • Tourism & Hospitality (AREA)
  • Development Economics (AREA)
  • Educational Administration (AREA)
  • Game Theory and Decision Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Manufacturing & Machinery (AREA)
  • Mechanical Engineering (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
CN201880077373.5A 2017-09-29 2018-09-27 用于一个或多个机电系统的诊断和寿命预测的系统、方法和控制单元 Active CN111386503B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
EP17194193.3A EP3462264A1 (fr) 2017-09-29 2017-09-29 Système, procédé et unité de commande de diagnostic et de prévision de durée de vie d'un ou de plusieurs systèmes électromécaniques
EP17194193.3 2017-09-29
PCT/EP2018/076259 WO2019063692A1 (fr) 2017-09-29 2018-09-27 Système, procédé et unité de commande pour le diagnostic et la prédiction de la durée de vie d'un ou de plusieurs systèmes électromécaniques

Publications (2)

Publication Number Publication Date
CN111386503A CN111386503A (zh) 2020-07-07
CN111386503B true CN111386503B (zh) 2023-10-31

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Country Status (4)

Country Link
US (1) US11480952B2 (fr)
EP (2) EP3462264A1 (fr)
CN (1) CN111386503B (fr)
WO (1) WO2019063692A1 (fr)

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* Cited by examiner, † Cited by third party
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CN206060447U (zh) 2016-07-26 2017-03-29 西门子机械传动(天津)有限公司 传动装置和空冷岛
EP3736649B1 (fr) * 2019-05-09 2024-08-21 Siemens Aktiengesellschaft Procédé d'évaluation d'une durée de vie résiduelle d'au moins un composant électromécanique
WO2020234899A2 (fr) * 2019-05-17 2020-11-26 Tata Consultancy Services Procédé et système d'apprentissage adaptatif de modèles pour systèmes de fabrication
CN110232769A (zh) * 2019-05-24 2019-09-13 南京双路智能科技有限公司 基于大数据统计的分布式零售终端模块化预警方法
US20200380391A1 (en) * 2019-05-29 2020-12-03 Caci, Inc. - Federal Methods and systems for predicting electromechanical device failure
US11488420B2 (en) * 2019-05-30 2022-11-01 Board af Supervisors af Louisiana State University and Agricultural and Mechanical College Damage assessment
EP3757703A1 (fr) * 2019-06-27 2020-12-30 Siemens Aktiengesellschaft Système, appareil et procédé de gestion basée sur l'état d'au moins un système électromécanique
NO345180B1 (en) * 2019-10-25 2020-10-26 Dynova As Fatigue mapping process of physical asset
WO2022036689A1 (fr) * 2020-08-21 2022-02-24 Abb Schweiz Ag Procédé de diagnostic de défaut utilisant un modèle de diagnostic de défaut entraîné par des données virtuelles
RU2757532C1 (ru) * 2020-09-25 2021-10-18 Автономная некоммерческая образовательная организация высшего образования "Сколковский институт науки и технологий" Способ оценки технического состояния жаровых труб газотурбинного двигателя
WO2023044477A1 (fr) * 2021-09-17 2023-03-23 Trustee Of Tufts College Systèmes et procédés de gestion de systèmes complexes
CN115390476B (zh) * 2022-08-08 2024-08-30 北京航空航天大学 基于Simulink的伺服机构性能与可靠性联合仿真方法
US20240104269A1 (en) * 2022-09-16 2024-03-28 Palo Alto Research Center Incorporated Transferable hybrid prognostics based on fundamental degradation modes
EP4361748A1 (fr) * 2022-10-27 2024-05-01 Siemens Aktiengesellschaft Procédé et dispositif de détermination d'un indice de santé d'une machine
CN118153227B (zh) * 2024-03-12 2024-08-23 江苏环欧智能传动设备有限公司 一种齿轮箱振动响应仿真分析方法

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CN102982385A (zh) * 2011-08-03 2013-03-20 通用电气公司 为风力发电机管理与全面服务协议相关的风险的系统
EP2653944A2 (fr) * 2012-04-17 2013-10-23 Sikorsky Aircraft Corporation Système de surveillance de charge virtuelle hybride et procédé
CN103810328A (zh) * 2014-01-16 2014-05-21 国家电网公司 一种基于混合模型的变压器维修决策方法

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CN102982385A (zh) * 2011-08-03 2013-03-20 通用电气公司 为风力发电机管理与全面服务协议相关的风险的系统
EP2653944A2 (fr) * 2012-04-17 2013-10-23 Sikorsky Aircraft Corporation Système de surveillance de charge virtuelle hybride et procédé
CN103810328A (zh) * 2014-01-16 2014-05-21 国家电网公司 一种基于混合模型的变压器维修决策方法

Also Published As

Publication number Publication date
CN111386503A (zh) 2020-07-07
EP3673337A1 (fr) 2020-07-01
EP3673337B1 (fr) 2023-11-01
US11480952B2 (en) 2022-10-25
WO2019063692A1 (fr) 2019-04-04
EP3673337C0 (fr) 2023-11-01
EP3462264A1 (fr) 2019-04-03
US20200310397A1 (en) 2020-10-01

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